AI Models Debate Code, Expose Real Bugs in Adversarial Loop

A developer wired OpenAI's Codex CLI into Claude Code as an adversarial reviewer, forcing them to argue about code until convergence. The loop found eight gaps in its own implementation, including broken output capture and false convergence detection. Every failure was a real bug, demonstrating the technique's effectiveness for code review.